{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from scipy.stats import poisson\n",
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.family'] = 'Times New Roman'\n",
    "plt.rcParams['font.size'] = 16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# gloabal constants\n",
    "N = 1000000  # size of simulated population\n",
    "DT = 0.1  # time step\n",
    "STATUS_VALUE = {\n",
    "    'E': 0, # exposed, not infected yet\n",
    "    'A0': 1, # early asymptomatic, not infectious\n",
    "    'A1': 2, # late asymptomatic, infectious\n",
    "    'S': 3, # asymptomatic, infectious\n",
    "    'H': 4, # hospitalized\n",
    "    'R': 5, # recovered or dead\n",
    "}\n",
    "\n",
    "# characteristics of each individual\n",
    "TAU_A0 = poisson.rvs(2, size=N)  # dwelling time for A0 state\n",
    "TAU_A1 = poisson.rvs(4, size=N)  # dwelling time for A1 state\n",
    "TAU_H = poisson.rvs(14, size=N)  # dwelling time for H state\n",
    "\n",
    "A0_TO_R = np.random.rand(N) < 0.1 # probability from A0 to R\n",
    "A0_TO_A1 = ~A0_TO_R # probability from A0 to A1\n",
    "A1_TO_R = np.random.rand(N) < 0.2 # probability from A1 to R\n",
    "A1_TO_S = ~A1_TO_R  # probability from A0 to S\n",
    "S_TO_R = np.random.rand(N) < 0.3 # probability from S to R\n",
    "S_TO_H = ~S_TO_R # probability from S to H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_population(status):\n",
    "    \"\"\"\n",
    "    Get size and detailed indices of each population.\n",
    "    Args:\n",
    "        status (1d array of int): The first parameter.\n",
    "    Returns:\n",
    "        population (dict): size of each population.\n",
    "        indices (dict): indices of each population.\n",
    "    \"\"\"\n",
    "    population = {}\n",
    "    indices = {}\n",
    "    for k,v in STATUS_VALUE.items():\n",
    "        res = np.where(status == v)[0]\n",
    "        population[k] = res.size\n",
    "        indices[k] = res\n",
    "    return population, indices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def init(size_total=100, size_A0=10, size_A1=0, size_S=0):\n",
    "    \"\"\"\n",
    "    Initialize status, dwell_time and count.\n",
    "    \"\"\"\n",
    "    status = np.ones(size_total) * STATUS_VALUE['E']\n",
    "    dwell_time = np.zeros(size_total)\n",
    "    # infection source\n",
    "    status[:size_A0] = STATUS_VALUE['A0']\n",
    "    status[size_A0:size_A0+size_A1] = STATUS_VALUE['A1']\n",
    "    status[size_A0+size_A1:size_A0+size_A1+size_S] = STATUS_VALUE['S']\n",
    "    count = {c: [] for c in STATUS_VALUE.keys()}\n",
    "    count['daily S'] = []\n",
    "    return status, dwell_time, count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def evolve(\n",
    "    status, dwell_time, count, \n",
    "    days=10,\n",
    "    dt=0.1,\n",
    "    tau_S_start=4,\n",
    "    tau_S_end=4, \n",
    "    beta_A1=0.3, \n",
    "    beta_S=0.3, \n",
    "):\n",
    "    status = np.array(status)\n",
    "    dwell_time = np.array(dwell_time)\n",
    "    count = copy.deepcopy(count)\n",
    "    nt = int(1/dt)\n",
    "    for t in range(days):\n",
    "        daily_S = 0\n",
    "        tau_S = tau_S_start + (tau_S_end - tau_S_start) * t / days\n",
    "        for tt in range(nt):\n",
    "            population, indices = get_population(status)\n",
    "            if tt == 0:\n",
    "                for k,v in population.items():\n",
    "                    count[k].append(int(v))\n",
    "            # E -> A0\n",
    "            nb_E_to_A0 = round((\n",
    "                    beta_A1*population['E']*population['A1']/N + \n",
    "                    beta_S*population['E']*population['S']/N\n",
    "                ) * dt)\n",
    "            nb_E_to_A0 = min(nb_E_to_A0, population['E'])\n",
    "            if nb_E_to_A0 > 0:\n",
    "                idx_E_to_A0 = indices['E'][:nb_E_to_A0]\n",
    "            else:\n",
    "                idx_E_to_A0 = []\n",
    "            # A0 -> R, A1\n",
    "            idx_A0_end = indices['A0'][\n",
    "                np.where(dwell_time[indices['A0']] >= TAU_A0[indices['A0']])[0]\n",
    "            ]\n",
    "            if idx_A0_end.size > 0:\n",
    "                idx_A0_to_R = idx_A0_end[np.where(A0_TO_R[idx_A0_end])[0]]\n",
    "                idx_A0_to_A1 = idx_A0_end[np.where(A0_TO_A1[idx_A0_end])[0]]\n",
    "            else:\n",
    "                idx_A0_to_R, idx_A0_to_A1 = [], []\n",
    "            # A1 -> R, S\n",
    "            idx_A1_end = indices['A1'][\n",
    "                np.where(dwell_time[indices['A1']] >= TAU_A1[indices['A1']])[0]\n",
    "            ]\n",
    "            if idx_A1_end.size > 0:\n",
    "                idx_A1_to_R = idx_A1_end[np.where(A1_TO_R[idx_A1_end])[0]]\n",
    "                idx_A1_to_S = idx_A1_end[np.where(A1_TO_S[idx_A1_end])[0]]\n",
    "            else:\n",
    "                idx_A1_to_R, idx_A1_to_S = [], []\n",
    "            # S -> R, H\n",
    "            idx_S_end = indices['S'][\n",
    "                np.where(dwell_time[indices['S']] >= tau_S)[0]\n",
    "            ]\n",
    "            if idx_S_end.size > 0:\n",
    "                idx_S_to_R = idx_S_end[np.where(S_TO_R[idx_S_end])[0]]\n",
    "                idx_S_to_H = idx_S_end[np.where(S_TO_H[idx_S_end])[0]]\n",
    "            else:\n",
    "                idx_S_to_R, idx_S_to_H = [], []\n",
    "            # H -> R\n",
    "            idx_H_to_R = indices['H'][\n",
    "                np.where(dwell_time[indices['H']] >= TAU_H[indices['H']])[0]\n",
    "            ]\n",
    "            # update status\n",
    "            status[idx_E_to_A0] = STATUS_VALUE['A0']\n",
    "            status[idx_A0_to_R] = STATUS_VALUE['R']\n",
    "            status[idx_A0_to_A1] = STATUS_VALUE['A1']\n",
    "            status[idx_A1_to_R] = STATUS_VALUE['R']\n",
    "            status[idx_A1_to_S] = STATUS_VALUE['S']\n",
    "            status[idx_S_to_R] = STATUS_VALUE['R']\n",
    "            status[idx_S_to_H] = STATUS_VALUE['H']\n",
    "            status[idx_H_to_R] = STATUS_VALUE['R']\n",
    "            # update dwell time\n",
    "            dwell_time[idx_E_to_A0] = 0\n",
    "            dwell_time[idx_A0_to_R] = 0\n",
    "            dwell_time[idx_A0_to_A1] = 0\n",
    "            dwell_time[idx_A1_to_R] = 0\n",
    "            dwell_time[idx_A1_to_S] = 0\n",
    "            dwell_time[idx_S_to_R] = 0\n",
    "            dwell_time[idx_S_to_H] = 0\n",
    "            dwell_time[idx_H_to_R] = 0\n",
    "            dwell_time += dt\n",
    "            daily_S += len(idx_A1_to_S)\n",
    "        count['daily S'].append(daily_S)\n",
    "    return status, dwell_time, count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read wuhan data\n",
    "df = pd.read_csv('../data/wuhan.csv')\n",
    "df['date'] = pd.to_datetime(df['date'])\n",
    "df = df.set_index('date')\n",
    "df = df.resample('1D').bfill()\n",
    "df = df.iloc[48:]\n",
    "wuhan_data = df['confirmed'].diff().fillna(0).to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# initilization\n",
    "res_init = init(size_total=N, size_A0=100, size_A1=20, size_S=10)\n",
    "\n",
    "# stage1\n",
    "T1=30\n",
    "beta_A1 = 0.4\n",
    "beta_S = 0.4\n",
    "tau_S_start = 4\n",
    "tau_S_end = 4\n",
    "res_stage1 = evolve(\n",
    "    *res_init, \n",
    "    dt=DT, days=T1, tau_S_start=tau_S_start, tau_S_end=tau_S_end, beta_A1=beta_A1, beta_S=beta_S\n",
    ")\n",
    "\n",
    "# stage2\n",
    "T2 = 6\n",
    "beta_A1 = 0.2\n",
    "beta_S = 0.2\n",
    "tau_S_start = 4\n",
    "tau_S_end = 0\n",
    "res_stage2 = evolve(\n",
    "    *res_stage1,\n",
    "    dt=DT, days=T2, tau_S_start=tau_S_start, tau_S_end=tau_S_end, beta_A1=beta_A1, beta_S=beta_S\n",
    ")\n",
    "\n",
    "# stage3\n",
    "T3=40\n",
    "beta_A1 = 0.1\n",
    "beta_S = 0.1\n",
    "tau_S_start = 0\n",
    "tau_S_end = 0\n",
    "res_stage3 = evolve(\n",
    "    *res_stage2,\n",
    "    dt=DT, days=T3, tau_S_start=tau_S_start, tau_S_end=tau_S_end, beta_A1=beta_A1, beta_S=beta_S\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10, 3000)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 6), nrows=2, dpi=120, sharex=True)\n",
    "for k,v in res_stage3[2].items():\n",
    "    if k in ('E', ):\n",
    "        continue\n",
    "    ax[0].semilogy(v, label=k)\n",
    "ax[0].set_ylim(ymin=10)\n",
    "ax[0].legend()\n",
    "ax[0].set_ylabel('count')\n",
    "for x in (30, 35):\n",
    "    ax[0].axvline(x=x, color='red', linestyle='--')\n",
    "    ax[1].axvline(x=x, color='red', linestyle='--')\n",
    "\n",
    "ax[1].plot(res_stage3[2]['daily S'], label='daily S')\n",
    "ax[1].scatter(np.arange(wuhan_data.size)+12, wuhan_data, color='red', label='wuhan data')\n",
    "ax[1].legend()\n",
    "ax[1].set_ylabel('count')\n",
    "ax[1].set_xlabel('days')\n",
    "ax[1].set_ylim([10, 3000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
